How do AI Engineers integrate Machine Learning models into existing systems?

AI Engineers integrate Machine Learning models with the architectural design of the used system through connections with the system’s different APIs or microservices. It shall also include an extensive amount of testing, ensuring that the model works as expected for their workflows of the system. It also includes performance tuning and benchmarking to be done to ensure that the developed model captures desirable behaviors without causing a hitch to already-existing infrastructure.